3 papers
cs.CV2026
Synthetic Benchmarks Overstate Forward-Forward Scaling: Real-Data Limits of Layer-Local Training
Yucheng Chen
Forward-Forward (FF) learning [Hinton, 2022] replaces backpropagation with strictly layer-local goodness updates. Recent FF-CNN work has narrowed the gap to BP on 32x32 benchmarks,…
cs.CV2026
SortScrews: A Dataset and Baseline for Real-time Screw Classification
Tianhao Fu, Bingxuan Yang, Juncheng Guo +2
Automatic identification of screw types is important for industrial automation, robotics, and inventory management. However, publicly available datasets for screw classification ar…
cs.CV2024
eMoE-Tracker: Environmental MoE-based Transformer for Robust Event-guided Object Tracking
Yucheng Chen, Lin Wang
The unique complementarity of frame-based and event cameras for high frame rate object tracking has recently inspired some research attempts to develop multi-modal fusion approache…